SGN-13006 Introduction to Pattern Recognition and Machine Learning, 5 cr

Implementation SGN-13006 2019-01

Description

This course provides basic understanding of various approaches and methods in pattern recognition and machine learning. Various applications in computer vision, audio processing and robotics are discussed. This course provide basic knowledge that can be adopted in all fields of engineering.

Lessons

Period 1
Methods of instruction Luento, Tentti, Harjoitusryhmä, Demoluento
Person responsible Joni Kämäräinen

Assessment scale

Numerical evaluation scale (0-5)

Requirements

Active participation, homeworks, exercises and exam.

Additional information of course implementation

To pass the course you need to actively participate the lectures and do the exercises. You need to familiarise yourself to the given exercise questions before the exercise session.

Exam Fri 18.10.2019 09:00 - 12:00
Exam Wed 27.11.2019 17:00 - 20:00
Exam Mon 24.02.2020 13:00 - 16:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/DL/01 Fri 30.08.2019 10:00 - 11:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/DL/01 Fri 06.09.2019 10:00 - 11:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/DL/01 Fri 13.09.2019 10:00 - 11:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/DL/01 Fri 20.09.2019 10:00 - 11:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/DL/01 Fri 27.09.2019 10:00 - 11:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/DL/01 Fri 04.10.2019 10:00 - 11:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/01 Mon 26.08.2019 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/02 Thu 29.08.2019 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/01 Mon 02.09.2019 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/02 Thu 05.09.2019 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/01 Mon 09.09.2019 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/02 Thu 12.09.2019 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/01 Mon 16.09.2019 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/02 Thu 19.09.2019 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/01 Mon 23.09.2019 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/02 Thu 26.09.2019 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/01 Mon 30.09.2019 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/02 Thu 03.10.2019 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/01 Mon 07.10.2019 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/02 Thu 10.10.2019 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG01/01 Mon 02.09.2019 09:00 - 11:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG02/01 Mon 02.09.2019 14:00 - 16:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG01/01 Mon 09.09.2019 09:00 - 11:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG02/01 Mon 09.09.2019 14:00 - 16:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG01/01 Mon 16.09.2019 09:00 - 11:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG02/01 Mon 16.09.2019 14:00 - 16:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG01/01 Mon 23.09.2019 09:00 - 11:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG02/01 Mon 23.09.2019 14:00 - 16:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG01/01 Mon 30.09.2019 09:00 - 11:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG02/01 Mon 30.09.2019 14:00 - 16:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG01/01 Mon 07.10.2019 09:00 - 11:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG02/01 Mon 07.10.2019 14:00 - 16:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG03/01 Tue 03.09.2019 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG04/01 Tue 03.09.2019 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG03/01 Tue 10.09.2019 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG04/01 Tue 10.09.2019 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG03/01 Tue 17.09.2019 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG04/01 Tue 17.09.2019 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG03/01 Tue 24.09.2019 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG04/01 Tue 24.09.2019 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG03/01 Tue 01.10.2019 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG04/01 Tue 01.10.2019 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG03/01 Tue 08.10.2019 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG04/01 Tue 08.10.2019 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG05/01 Wed 04.09.2019 08:00 - 10:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG06/01 Wed 04.09.2019 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG07/01 Wed 04.09.2019 14:00 - 16:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG05/01 Wed 11.09.2019 08:00 - 10:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG06/01 Wed 11.09.2019 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG07/01 Wed 11.09.2019 14:00 - 16:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG05/01 Wed 18.09.2019 08:00 - 10:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG06/01 Wed 18.09.2019 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG07/01 Wed 18.09.2019 14:00 - 16:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG05/01 Wed 25.09.2019 08:00 - 10:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG06/01 Wed 25.09.2019 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG07/01 Wed 25.09.2019 14:00 - 16:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG05/01 Wed 02.10.2019 08:00 - 10:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG06/01 Wed 02.10.2019 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG07/01 Wed 02.10.2019 14:00 - 16:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG05/01 Wed 09.10.2019 08:00 - 10:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG06/01 Wed 09.10.2019 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG07/01 Wed 09.10.2019 14:00 - 16:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG08/01 Thu 05.09.2019 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG09/01 Thu 05.09.2019 14:00 - 16:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG08/01 Thu 12.09.2019 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG09/01 Thu 12.09.2019 14:00 - 16:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG08/01 Thu 19.09.2019 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG09/01 Thu 19.09.2019 14:00 - 16:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG08/01 Thu 26.09.2019 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG09/01 Thu 26.09.2019 14:00 - 16:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG08/01 Thu 03.10.2019 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG09/01 Thu 03.10.2019 14:00 - 16:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG08/01 Thu 10.10.2019 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG09/01 Thu 10.10.2019 14:00 - 16:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG10/01 Fri 06.09.2019 11:00 - 13:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG10/01 Fri 13.09.2019 11:00 - 13:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG10/01 Fri 20.09.2019 11:00 - 13:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG10/01 Fri 27.09.2019 11:00 - 13:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG10/01 Fri 04.10.2019 11:00 - 13:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG10/01 Fri 11.10.2019 11:00 - 13:00

Study material

Type Name Author ISBN Additional information Language Examination material
Book Elements of Statistical Learning, 2nd edition Trevor Hastie, Robert Tibshirani, Jerome Friedman Covers all the required methods, but is rather statistical approach. Mainly the random forest part is taken from this book. English Yes
Book Machine Learning Tom Mitchell 0070428077 Contents of many lectures follow this book English Yes
Book Statistical Pattern Recognition, 3rd Edition Andrew R. Webb, Keith D. Copsey 978-0-470-68227-2 Very good book about the topic from practioners. Mainly the support vector machines part is taken from this book. English Yes